Built something? We create video reels & spotlights for GitHub projects.Promote your project →
probabl-ai
Home / Python / skills

probabl-ai/skills

Tabular Data Science Skills for guardrailing AI Agents

Python ◇ data-science BSD-3-Clause
★136STARS
⑂9FORKS
!32ISSUES
🏆#12,584GLOBAL RANK
🔥7DAYS TRENDING
🚀
Maintainer Growth Kit for skills

Claim this project, add your verified backlink badge to your README, and download milestone cards.

Claim Repo

Star History

Continuous Observations
Interactive star growth chart for probabl-ai/skills
CSV
⭐ VIRAL README KIT

Add Live Star History & Verified Badges to README.md

Keep your repository README looking professional and dynamic. As our continuous crawler records new stars, these official SVG badges update in real time with zero maintenance.

Open README on GitHub ↗
Option 1: Interactive Star History Chart Dynamic SVG

Renders your high-resolution star trajectory chart right inside your GitHub README or project docs.

probabl-ai/skills Star History Preview
markdown
[![Star History Chart](https://githubrepo.cloud/api/badge/chart/probabl-ai/skills.svg?theme=dark)](https://githubrepo.cloud/repo/probabl-ai/skills?utm_source=readme_chart)
Direct SVG Link ↗
Option 2: Verified Shields Badges Shields.io Style

Compact Shields-style badges for your README header. Shows real-time stars and global ranking.

Featured badge Stars badge Rank badge
markdown (badge trio)
[![Featured on GitHubRepo.cloud](https://githubrepo.cloud/badge/probabl-ai/skills.svg?metric=featured)](https://githubrepo.cloud/repo/probabl-ai/skills?utm_source=readme_badge) [![GitHubRepo Stars](https://githubrepo.cloud/badge/probabl-ai/skills.svg?metric=stars)](https://githubrepo.cloud/repo/probabl-ai/skills?utm_source=readme_badge) [![Global Rank](https://githubrepo.cloud/badge/probabl-ai/skills.svg?metric=rank)](https://githubrepo.cloud/repo/probabl-ai/skills?utm_source=readme_badge)

Momentum

+10

STARS · LAST 30 DAYS

1

PER DAY

#1,562

MOST-STARRED Python

Window7 days30 days90 days
Stars gained+7+10+90
Per day111
Forks gained+1+3+10

skills gained 10 stars in the last 30 days, about 1 a day, and now has 136. It is about 1 year old and has averaged roughly 136 stars a year. It ranks #1,562 among Python repositories and #12,584 across all languages on GitHubRepo.

Trending Record

skills has maintained a continuous presence across global trending indexes, peaking at #2896. Below is the 30-day activity profile:

💡 Overview

skills is an open-source project written in Python: Tabular Data Science Skills for guardrailing AI Agents.

Engineered for speed, consistency, and developer ease, it solves common hurdles in data-science, machine-learning, scikit-learn. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.

⚡ Key Features

1

Optimized execution pipeline written in Python for predictable speed.

2

Zero-friction configuration with comprehensive sensible defaults out of the box.

3

Cross-platform runtime support across Linux, macOS, and Windows environments.

4

Strong typing and modular architecture designed for easy extension and maintainability.

5

Standardized CLI and API interfaces for smooth integration into CI/CD workflows.

6

Active community maintenance with regular dependency updates and security patches.

📥 Installation

terminal
$ pip install skills

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

skills coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.

🎯 Production Use Cases

Production System Integration

Embed skills into Python backend services to handle core application logic.

CI/CD Automated Pipelines

Run automated validation, builds, and integration suites during deployments.

Developer Tooling & Workflows

Accelerate developer onboarding with pre-configured project utilities.

Open Source Extension

Fork and customize internal modules under the repository's open BSD-3-Clause license.

🚀 Getting Started

1

Install skills using your package manager: `pip install skills`

2

Initialize your project workspace or configuration file for skills.

3

Import skills into your codebase or invoke it directly from your terminal.

4

Execute your test suite or run `skills --help` to verify successful setup.

👍 Strengths

Active community backing with 136 GitHub stars and verified adoption.
Permissive open-source distribution under the BSD-3-Clause license.
Built in Python for high execution speed and developer familiarity.
Cross-platform compatibility across modern Linux, macOS, and Windows environments.
Clean modular design allowing flexible configuration and pipeline integration.

⚠️ Considerations

Requires familiarity with Python and modern CLI workflows.
Ecosystem extensions may require manual configuration depending on environment constraints.
Active development roadmap means breaking API changes may occur across major versions.

⇄ Alternatives & Direct Competitors

P
public-apis/public-apis ★ 485.9K Python

A collective list of free APIs

Compare ↗
F

:books: Freely available programming books

Compare ↗
P

Curated list of project-based tutorials

Compare ↗
H
NousResearch/hermes-agent ★ 250.4K Python

The agent that grows with you

Compare ↗

👥 Who Should Use This

Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.

🏆 Nearby in the Rankings

probabl-ai/skills is currently ranked #12,584 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#12,546 prasenjeet-symon/ogcode Go ★ 137 Compare ↗
#12,546 nathansutton/chad Python ★ 137 Compare ↗
#12,546 fedorchenko-juli/job_search_tool Python ★ 137 Compare ↗
#12,546 Calcium-Ion/AstrLink Go ★ 137 Compare ↗
#12,546 Hiteater-wzm/eeo JavaScript ★ 137 Compare ↗
#12,584 probabl-ai/skills This Project Python ★ 136
#12,584 agateau/yokadi Python ★ 136 Compare ↗
#12,584 rich/acts_as_revisable Ruby ★ 136 Compare ↗
#12,584 gwik/ffmpeg-ruby C ★ 136 Compare ↗
#12,584 michael/ken-rb Ruby ★ 136 Compare ↗
#12,584 steveyen/moxi C ★ 136 Compare ↗

Frequently Asked Questions

What does skills do? +

Tabular Data Science Skills for guardrailing AI Agents

What language is skills written in? +

The primary language is Python. Topics include: data-science, machine-learning, scikit-learn, skills.

Is skills actively maintained? +

Yes, the last recorded push was on Oct 7, 2026 with 32 open issues being tracked.

How many stars does skills have? +

skills has 136 stars and 9 forks on GitHub.

How does skills rank among GitHub repositories? +

With 136 stars, probabl-ai/skills is ranked #12,584 globally across all repositories tracked on GitHubRepo and #1,562 among Python projects.

What license is skills distributed under? +

The repository reports a BSD-3-Clause license. Always verify the repository LICENSE file for legal terms.

From our network
FOR MAINTAINERS

Built something? Put it in front of millions of developers.

We make a short reel about your project and post it across YouTube, Instagram, Threads, and X. Send a link, we do the rest.